{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "key_luo =\"4996cc7eec646bf7fe2d0855069cf43f\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 关键字搜索"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def place_text(keywords,types,city=None,citylimit=None,children=None,page=None,extensions='base',sig=None)->dict:\n",
    "    url = 'https://restapi.amap.com/v3/place/text?parameters'\n",
    "    params={\n",
    "        'key':key_luo,\n",
    "        'keywords':'郑州西亚斯学院',\n",
    "        'types':'科教文化服务',\n",
    "        'city':'郑州',\n",
    "        'citylimit':True,\n",
    "        'children':1,\n",
    "        'page':page,\n",
    "        'extensions':'all',\n",
    "        'output':'json'\n",
    "    }\n",
    "    response = requests.get(url,params=params)\n",
    "    data = response.json()\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'suggestion': {'keywords': [], 'cities': []},\n",
       " 'count': '68',\n",
       " 'infocode': '10000',\n",
       " 'pois': [{'parent': [],\n",
       "   'distance': [],\n",
       "   'pcode': '410000',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [], 'rating': []},\n",
       "   'recommend': '3',\n",
       "   'type': '科教文化服务;学校;高等院校',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/9fa39fa5d7689e4f8114e21b1f24b3c5'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/fe94c525d8949f491e8dd686d69d71b3'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/6d6cccd03166e738522fb53dc883f752'}],\n",
       "   'discount_num': '0',\n",
       "   'gridcode': '5113468100',\n",
       "   'typecode': '141201',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'citycode': '0371',\n",
       "   'adname': '新郑市',\n",
       "   'children': [{'typecode': ' 991401 ',\n",
       "     'address': ' 人民路168号 ',\n",
       "     'distance': ' 0 ',\n",
       "     'subtype': '门',\n",
       "     'sname': ' 东南门 ',\n",
       "     'name': ' 郑州西亚斯学院(东南门) ',\n",
       "     'location': '113.768039,34.395854',\n",
       "     'id': ' B01730JQAG '},\n",
       "    {'typecode': ' 991400 ',\n",
       "     'address': ' 人民路中段168号 ',\n",
       "     'distance': ' 0 ',\n",
       "     'subtype': '门',\n",
       "     'sname': ' 南门 ',\n",
       "     'name': ' 郑州西亚斯学院(南门) ',\n",
       "     'location': '113.764359,34.395782',\n",
       "     'id': ' B01730K39I '},\n",
       "    {'typecode': ' 991400 ',\n",
       "     'address': ' 人民路168号 ',\n",
       "     'distance': ' 0 ',\n",
       "     'subtype': '门',\n",
       "     'sname': ' 南1门 ',\n",
       "     'name': ' 郑州西亚斯学院(南1门) ',\n",
       "     'location': '113.766871,34.395662',\n",
       "     'id': ' B0FFF05KYZ '},\n",
       "    {'typecode': ' 991400 ',\n",
       "     'address': ' 学院路 ',\n",
       "     'distance': ' 0 ',\n",
       "     'subtype': '门',\n",
       "     'sname': ' 北门 ',\n",
       "     'name': ' 郑州西亚斯学院(北门)(建设中) ',\n",
       "     'location': '113.764751,34.407272',\n",
       "     'id': ' B0FFJH5KA9 '},\n",
       "    {'typecode': ' 150904 ',\n",
       "     'address': ' 西亚斯欧洲街 ',\n",
       "     'distance': ' 0 ',\n",
       "     'subtype': '停车场',\n",
       "     'sname': ' 停车场 ',\n",
       "     'name': ' 郑州西亚斯学院停车场 ',\n",
       "     'location': '113.768371,34.401310',\n",
       "     'id': ' B0FFHF57OH '},\n",
       "    {'typecode': ' 150905 ',\n",
       "     'address': ' 人民路168号郑州西亚斯学院内 ',\n",
       "     'distance': ' 0 ',\n",
       "     'subtype': '停车场',\n",
       "     'sname': ' 停车场 ',\n",
       "     'name': ' 郑州西亚斯学院停车场 ',\n",
       "     'location': '113.768206,34.398644',\n",
       "     'id': ' B017316OSL '}],\n",
       "   'alias': [],\n",
       "   'tel': '0371-62600888;0371-62601234',\n",
       "   'id': 'B01730JLX0',\n",
       "   'tag': [],\n",
       "   'event': [],\n",
       "   'entr_location': '113.76805,34.395796',\n",
       "   'indoor_map': '0',\n",
       "   'email': [],\n",
       "   'timestamp': '2020-07-06 22:00:42',\n",
       "   'website': [],\n",
       "   'address': '人民路168号',\n",
       "   'adcode': '410184',\n",
       "   'pname': '河南省',\n",
       "   'biz_type': [],\n",
       "   'cityname': '郑州市',\n",
       "   'postcode': [],\n",
       "   'match': '0',\n",
       "   'business_area': [],\n",
       "   'indoor_data': {'cmsid': [], 'truefloor': [], 'cpid': [], 'floor': []},\n",
       "   'childtype': [],\n",
       "   'exit_location': [],\n",
       "   'name': '郑州西亚斯学院',\n",
       "   'location': '113.765389,34.401713',\n",
       "   'shopid': [],\n",
       "   'navi_poiid': 'I49F020047_18178;332;979',\n",
       "   'groupbuy_num': '0'},\n",
       "  {'parent': 'B01730JLX0',\n",
       "   'distance': [],\n",
       "   'pcode': '410000',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [], 'rating': []},\n",
       "   'recommend': '0',\n",
       "   'type': '科教文化服务;学校;高等院校',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/292b6d2fb6657cc6850990d5490bf88f'}],\n",
       "   'discount_num': '0',\n",
       "   'gridcode': '5113468111',\n",
       "   'typecode': '141201',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'citycode': '0371',\n",
       "   'adname': '新郑市',\n",
       "   'children': [{'typecode': ' 991000 ',\n",
       "     'address': ' 人民路东段168号郑州西亚斯学院国际教育学院附近 ',\n",
       "     'distance': ' 0 ',\n",
       "     'subtype': '门',\n",
       "     'sname': ' 东门 ',\n",
       "     'name': ' 郑州西亚斯学院国际教育学院(东门) ',\n",
       "     'location': '113.766811,34.402951',\n",
       "     'id': ' B0FFGK5NOT '}],\n",
       "   'alias': [],\n",
       "   'tel': '0371-62606666',\n",
       "   'id': 'B0FFK5A79N',\n",
       "   'tag': [],\n",
       "   'event': [],\n",
       "   'entr_location': [],\n",
       "   'indoor_map': '0',\n",
       "   'email': [],\n",
       "   'timestamp': '2020-07-02 21:27:48',\n",
       "   'website': [],\n",
       "   'address': '人民路168号',\n",
       "   'adcode': '410184',\n",
       "   'pname': '河南省',\n",
       "   'biz_type': [],\n",
       "   'cityname': '郑州市',\n",
       "   'postcode': [],\n",
       "   'match': '0',\n",
       "   'business_area': [],\n",
       "   'indoor_data': {'cmsid': [], 'truefloor': [], 'cpid': [], 'floor': []},\n",
       "   'childtype': '309',\n",
       "   'exit_location': [],\n",
       "   'name': '郑州西亚斯学院国际教育学院',\n",
       "   'location': '113.766752,34.402952',\n",
       "   'shopid': [],\n",
       "   'navi_poiid': [],\n",
       "   'groupbuy_num': '0'},\n",
       "  {'parent': 'B01730JLX0',\n",
       "   'distance': [],\n",
       "   'pcode': '410000',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [], 'rating': []},\n",
       "   'recommend': '0',\n",
       "   'type': '科教文化服务;学校;高等院校',\n",
       "   'photos': [],\n",
       "   'discount_num': '0',\n",
       "   'gridcode': '5113468111',\n",
       "   'typecode': '141201',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'citycode': '0371',\n",
       "   'adname': '新郑市',\n",
       "   'children': [],\n",
       "   'alias': [],\n",
       "   'tel': [],\n",
       "   'id': 'B0FFK5A79O',\n",
       "   'tag': [],\n",
       "   'event': [],\n",
       "   'entr_location': [],\n",
       "   'indoor_map': '0',\n",
       "   'email': [],\n",
       "   'timestamp': '2020-06-26 05:19:52',\n",
       "   'website': [],\n",
       "   'address': '人民路168号',\n",
       "   'adcode': '410184',\n",
       "   'pname': '河南省',\n",
       "   'biz_type': [],\n",
       "   'cityname': '郑州市',\n",
       "   'postcode': [],\n",
       "   'match': '0',\n",
       "   'business_area': [],\n",
       "   'indoor_data': {'cmsid': [], 'truefloor': [], 'cpid': [], 'floor': []},\n",
       "   'childtype': '309',\n",
       "   'exit_location': [],\n",
       "   'name': '郑州西亚斯学院护理学院',\n",
       "   'location': '113.766756,34.402957',\n",
       "   'shopid': [],\n",
       "   'navi_poiid': [],\n",
       "   'groupbuy_num': '0'},\n",
       "  {'parent': 'B01730JLX0',\n",
       "   'distance': [],\n",
       "   'pcode': '410000',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [], 'rating': []},\n",
       "   'recommend': '0',\n",
       "   'type': '科教文化服务;学校;高等院校',\n",
       "   'photos': [],\n",
       "   'discount_num': '0',\n",
       "   'gridcode': '5113467111',\n",
       "   'typecode': '141201',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'citycode': '0371',\n",
       "   'adname': '新郑市',\n",
       "   'children': [],\n",
       "   'alias': [],\n",
       "   'tel': [],\n",
       "   'id': 'B0FFK7MR4Q',\n",
       "   'tag': [],\n",
       "   'event': [],\n",
       "   'entr_location': '113.768096,34.396008',\n",
       "   'indoor_map': '0',\n",
       "   'email': [],\n",
       "   'timestamp': '2020-06-29 06:49:56',\n",
       "   'website': [],\n",
       "   'address': '新烟街道人民路168号郑州西亚斯学院11号楼',\n",
       "   'adcode': '410184',\n",
       "   'pname': '河南省',\n",
       "   'biz_type': [],\n",
       "   'cityname': '郑州市',\n",
       "   'postcode': [],\n",
       "   'match': '0',\n",
       "   'business_area': [],\n",
       "   'indoor_data': {'cmsid': [], 'truefloor': [], 'cpid': [], 'floor': []},\n",
       "   'childtype': '309',\n",
       "   'exit_location': [],\n",
       "   'name': '郑州西亚斯学院商学院',\n",
       "   'location': '113.768026,34.396525',\n",
       "   'shopid': [],\n",
       "   'navi_poiid': [],\n",
       "   'groupbuy_num': '0'},\n",
       "  {'parent': 'B01730JLX0',\n",
       "   'distance': [],\n",
       "   'pcode': '410000',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [], 'rating': []},\n",
       "   'recommend': '0',\n",
       "   'type': '科教文化服务;学校;学校',\n",
       "   'photos': [],\n",
       "   'discount_num': '0',\n",
       "   'gridcode': '5113467110',\n",
       "   'typecode': '141200',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'citycode': '0371',\n",
       "   'adname': '新郑市',\n",
       "   'children': [],\n",
       "   'alias': [],\n",
       "   'tel': [],\n",
       "   'id': 'B0FFK5A79L',\n",
       "   'tag': [],\n",
       "   'event': [],\n",
       "   'entr_location': '113.764334,34.396907',\n",
       "   'indoor_map': '0',\n",
       "   'email': [],\n",
       "   'timestamp': '2020-07-12 17:34:01',\n",
       "   'website': [],\n",
       "   'address': '人民路与民苑三街交叉口西北100米',\n",
       "   'adcode': '410184',\n",
       "   'pname': '河南省',\n",
       "   'biz_type': [],\n",
       "   'cityname': '郑州市',\n",
       "   'postcode': [],\n",
       "   'match': '0',\n",
       "   'business_area': [],\n",
       "   'indoor_data': {'cmsid': [], 'truefloor': [], 'cpid': [], 'floor': []},\n",
       "   'childtype': '309',\n",
       "   'exit_location': [],\n",
       "   'name': '郑州西亚斯学院行政楼',\n",
       "   'location': '113.764422,34.395955',\n",
       "   'shopid': [],\n",
       "   'navi_poiid': [],\n",
       "   'groupbuy_num': '0'},\n",
       "  {'parent': 'B01730JLX0',\n",
       "   'distance': [],\n",
       "   'pcode': '410000',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [], 'rating': []},\n",
       "   'recommend': '0',\n",
       "   'type': '科教文化服务;科教文化场所;科教文化场所',\n",
       "   'photos': [],\n",
       "   'discount_num': '0',\n",
       "   'gridcode': '5113467110',\n",
       "   'typecode': '140000',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'citycode': '0371',\n",
       "   'adname': '新郑市',\n",
       "   'children': [],\n",
       "   'alias': '郑州大学西亚斯国际学院-学务处',\n",
       "   'tel': '0371-69972571',\n",
       "   'id': 'B0FFIBCHP3',\n",
       "   'tag': [],\n",
       "   'event': [],\n",
       "   'entr_location': '113.764261,34.395631',\n",
       "   'indoor_map': '0',\n",
       "   'email': [],\n",
       "   'timestamp': '2020-07-01 02:23:00',\n",
       "   'website': [],\n",
       "   'address': '人民东路168号郑州西亚斯学院',\n",
       "   'adcode': '410184',\n",
       "   'pname': '河南省',\n",
       "   'biz_type': [],\n",
       "   'cityname': '郑州市',\n",
       "   'postcode': [],\n",
       "   'match': '0',\n",
       "   'business_area': [],\n",
       "   'indoor_data': {'cmsid': [], 'truefloor': [], 'cpid': [], 'floor': []},\n",
       "   'childtype': '309',\n",
       "   'exit_location': [],\n",
       "   'name': '郑州西亚斯学院-学务处',\n",
       "   'location': '113.764376,34.395804',\n",
       "   'shopid': [],\n",
       "   'navi_poiid': [],\n",
       "   'groupbuy_num': '0'},\n",
       "  {'parent': 'B01730JLX0',\n",
       "   'distance': [],\n",
       "   'pcode': '410000',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [], 'rating': []},\n",
       "   'recommend': '0',\n",
       "   'type': '科教文化服务;学校;高等院校',\n",
       "   'photos': [],\n",
       "   'discount_num': '0',\n",
       "   'gridcode': '5113467120',\n",
       "   'typecode': '141201',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'citycode': '0371',\n",
       "   'adname': '新郑市',\n",
       "   'children': [],\n",
       "   'alias': '郑州大学西亚斯国际学院-电子信息工程学院',\n",
       "   'tel': [],\n",
       "   'id': 'B0FFFGZ3WM',\n",
       "   'tag': [],\n",
       "   'event': [],\n",
       "   'entr_location': [],\n",
       "   'indoor_map': '0',\n",
       "   'email': [],\n",
       "   'timestamp': '2020-06-09 17:53:14',\n",
       "   'website': [],\n",
       "   'address': '人民路168号郑州西亚斯学院13号教学楼',\n",
       "   'adcode': '410184',\n",
       "   'pname': '河南省',\n",
       "   'biz_type': [],\n",
       "   'cityname': '郑州市',\n",
       "   'postcode': [],\n",
       "   'match': '0',\n",
       "   'business_area': [],\n",
       "   'indoor_data': {'cmsid': [], 'truefloor': [], 'cpid': [], 'floor': []},\n",
       "   'childtype': '309',\n",
       "   'exit_location': [],\n",
       "   'name': '郑州西亚斯学院-电子信息工程学院',\n",
       "   'location': '113.763358,34.398675',\n",
       "   'shopid': [],\n",
       "   'navi_poiid': [],\n",
       "   'groupbuy_num': '0'},\n",
       "  {'parent': [],\n",
       "   'distance': [],\n",
       "   'pcode': '410000',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [], 'rating': []},\n",
       "   'recommend': '0',\n",
       "   'type': '科教文化服务;培训机构;培训机构',\n",
       "   'photos': [],\n",
       "   'discount_num': '0',\n",
       "   'gridcode': '5113467111',\n",
       "   'typecode': '141400',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'citycode': '0371',\n",
       "   'adname': '新郑市',\n",
       "   'children': [],\n",
       "   'alias': [],\n",
       "   'tel': [],\n",
       "   'id': 'B0FFI11PDZ',\n",
       "   'tag': [],\n",
       "   'event': [],\n",
       "   'entr_location': [],\n",
       "   'indoor_map': '0',\n",
       "   'email': [],\n",
       "   'timestamp': '2020-07-02 22:30:21',\n",
       "   'website': [],\n",
       "   'address': '人民路与西亚斯欧洲街交叉口东100米',\n",
       "   'adcode': '410184',\n",
       "   'pname': '河南省',\n",
       "   'biz_type': [],\n",
       "   'cityname': '郑州市',\n",
       "   'postcode': [],\n",
       "   'match': '0',\n",
       "   'business_area': [],\n",
       "   'indoor_data': {'cmsid': [], 'truefloor': [], 'cpid': [], 'floor': []},\n",
       "   'childtype': [],\n",
       "   'exit_location': [],\n",
       "   'name': '郑州西亚斯学院-育美教育',\n",
       "   'location': '113.767807,34.395783',\n",
       "   'shopid': [],\n",
       "   'navi_poiid': 'I49F020047_18783',\n",
       "   'groupbuy_num': '0'},\n",
       "  {'parent': 'B01730JLX0',\n",
       "   'distance': [],\n",
       "   'pcode': '410000',\n",
       "   'importance': [],\n",
       "   'biz_ext': {'cost': [], 'rating': []},\n",
       "   'recommend': '0',\n",
       "   'type': '科教文化服务;学校;高等院校',\n",
       "   'photos': [{'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/3b041c13edf3e9f49bee91da8ec62a50'},\n",
       "    {'title': [],\n",
       "     'url': 'http://store.is.autonavi.com/showpic/2a2723d8d353b30920125f7eb338c7d9'}],\n",
       "   'discount_num': '0',\n",
       "   'gridcode': '5113468111',\n",
       "   'typecode': '141201',\n",
       "   'shopinfo': '1',\n",
       "   'poiweight': [],\n",
       "   'citycode': '0371',\n",
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       "   'children': [{'typecode': ' 991001 ',\n",
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       "   'typecode': '141201',\n",
       "   'shopinfo': '0',\n",
       "   'poiweight': [],\n",
       "   'citycode': '0371',\n",
       "   'adname': '新郑市',\n",
       "   'children': [],\n",
       "   'alias': [],\n",
       "   'tel': [],\n",
       "   'id': 'B0FFK5A79Q',\n",
       "   'tag': [],\n",
       "   'event': [],\n",
       "   'entr_location': '113.76693,34.402971',\n",
       "   'indoor_map': '0',\n",
       "   'email': [],\n",
       "   'timestamp': '2020-07-14 16:48:10',\n",
       "   'website': [],\n",
       "   'address': '人民路168号郑州西亚斯学院15号教学楼',\n",
       "   'adcode': '410184',\n",
       "   'pname': '河南省',\n",
       "   'biz_type': [],\n",
       "   'cityname': '郑州市',\n",
       "   'postcode': [],\n",
       "   'match': '0',\n",
       "   'business_area': [],\n",
       "   'indoor_data': {'cmsid': [], 'truefloor': [], 'cpid': [], 'floor': []},\n",
       "   'childtype': '309',\n",
       "   'exit_location': [],\n",
       "   'name': '郑州西亚斯学院哈蒙德楼',\n",
       "   'location': '113.766677,34.402967',\n",
       "   'shopid': [],\n",
       "   'navi_poiid': [],\n",
       "   'groupbuy_num': '0'}],\n",
       " 'status': '1',\n",
       " 'info': 'OK'}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "西亚斯 = place_text('大学','高等院校',city=\"郑州市\",children=1,extensions='all')\n",
    "西亚斯"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>科教文化服务;学校;高等院校</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
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       "      <td>B01730JLX0</td>\n",
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       "      <td>410000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>5113468111</td>\n",
       "      <td>141201</td>\n",
       "      <td>...</td>\n",
       "      <td>113.766756,34.402957</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
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       "      <td>[]</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>B01730JLX0</td>\n",
       "      <td>[]</td>\n",
       "      <td>410000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>5113467111</td>\n",
       "      <td>141201</td>\n",
       "      <td>...</td>\n",
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       "      <td>[]</td>\n",
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       "      <td>[]</td>\n",
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       "      <td>[]</td>\n",
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       "      <td>[]</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>B01730JLX0</td>\n",
       "      <td>[]</td>\n",
       "      <td>410000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;学校</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>5113467110</td>\n",
       "      <td>141200</td>\n",
       "      <td>...</td>\n",
       "      <td>113.764422,34.395955</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
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       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>B01730JLX0</td>\n",
       "      <td>[]</td>\n",
       "      <td>410000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;科教文化场所;科教文化场所</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>5113467110</td>\n",
       "      <td>140000</td>\n",
       "      <td>...</td>\n",
       "      <td>113.764376,34.395804</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
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       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
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       "      <th>6</th>\n",
       "      <td>B01730JLX0</td>\n",
       "      <td>[]</td>\n",
       "      <td>410000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>5113467120</td>\n",
       "      <td>141201</td>\n",
       "      <td>...</td>\n",
       "      <td>113.763358,34.398675</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>410000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;培训机构;培训机构</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>5113467111</td>\n",
       "      <td>141400</td>\n",
       "      <td>...</td>\n",
       "      <td>113.767807,34.395783</td>\n",
       "      <td>[]</td>\n",
       "      <td>I49F020047_18783</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
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       "    <tr>\n",
       "      <th>8</th>\n",
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       "      <td>[]</td>\n",
       "      <td>410000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>5113468111</td>\n",
       "      <td>141201</td>\n",
       "      <td>...</td>\n",
       "      <td>113.768204,34.402930</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
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       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>B01730JLX0</td>\n",
       "      <td>[]</td>\n",
       "      <td>410000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;图书馆;图书馆</td>\n",
       "      <td>[{'title': [], 'url': 'http://aos-cdn-image.am...</td>\n",
       "      <td>0</td>\n",
       "      <td>5113468100</td>\n",
       "      <td>140500</td>\n",
       "      <td>...</td>\n",
       "      <td>113.764574,34.401567</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>B01730JLX0</td>\n",
       "      <td>[]</td>\n",
       "      <td>410000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;科教文化场所;科教文化场所</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>5113467120</td>\n",
       "      <td>140000</td>\n",
       "      <td>...</td>\n",
       "      <td>113.763578,34.397809</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>B01730JLX0</td>\n",
       "      <td>[]</td>\n",
       "      <td>410000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;科教文化场所;科教文化场所</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>5113467110</td>\n",
       "      <td>140000</td>\n",
       "      <td>...</td>\n",
       "      <td>113.766054,34.396713</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
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       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>B01730JLX0</td>\n",
       "      <td>[]</td>\n",
       "      <td>410000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;科教文化场所;科教文化场所</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>5113467110</td>\n",
       "      <td>140000</td>\n",
       "      <td>...</td>\n",
       "      <td>113.764988,34.397158</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
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       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>B01730JLX0</td>\n",
       "      <td>[]</td>\n",
       "      <td>410000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;科教文化场所;科教文化场所</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>5113467120</td>\n",
       "      <td>140000</td>\n",
       "      <td>...</td>\n",
       "      <td>113.763666,34.397774</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
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       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>B01730JLX0</td>\n",
       "      <td>[]</td>\n",
       "      <td>410000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>5113467111</td>\n",
       "      <td>141201</td>\n",
       "      <td>...</td>\n",
       "      <td>113.766935,34.395895</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>410000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;培训机构;培训机构</td>\n",
       "      <td>[{'title': [], 'url': 'http://store.is.autonav...</td>\n",
       "      <td>0</td>\n",
       "      <td>5113467022</td>\n",
       "      <td>141400</td>\n",
       "      <td>...</td>\n",
       "      <td>113.761650,34.398122</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>B01730JLX0</td>\n",
       "      <td>[]</td>\n",
       "      <td>410000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>5113467022</td>\n",
       "      <td>141201</td>\n",
       "      <td>...</td>\n",
       "      <td>113.760966,34.398117</td>\n",
       "      <td>[]</td>\n",
       "      <td>I49F020047_6113</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>B01730JLX0</td>\n",
       "      <td>[]</td>\n",
       "      <td>410000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>5113467022</td>\n",
       "      <td>141201</td>\n",
       "      <td>...</td>\n",
       "      <td>113.762040,34.399589</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>B01730JLX0</td>\n",
       "      <td>[]</td>\n",
       "      <td>410000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>5113467111</td>\n",
       "      <td>141201</td>\n",
       "      <td>...</td>\n",
       "      <td>113.767832,34.397036</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>B01730JLX0</td>\n",
       "      <td>[]</td>\n",
       "      <td>410000</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>科教文化服务;学校;高等院校</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>5113468111</td>\n",
       "      <td>141201</td>\n",
       "      <td>...</td>\n",
       "      <td>113.766677,34.402967</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "      <td>[]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>20 rows × 46 columns</p>\n",
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      ],
      "text/plain": [
       "        parent distance   pcode importance recommend                  type  \\\n",
       "0           []       []  410000         []         3        科教文化服务;学校;高等院校   \n",
       "1   B01730JLX0       []  410000         []         0        科教文化服务;学校;高等院校   \n",
       "2   B01730JLX0       []  410000         []         0        科教文化服务;学校;高等院校   \n",
       "3   B01730JLX0       []  410000         []         0        科教文化服务;学校;高等院校   \n",
       "4   B01730JLX0       []  410000         []         0          科教文化服务;学校;学校   \n",
       "5   B01730JLX0       []  410000         []         0  科教文化服务;科教文化场所;科教文化场所   \n",
       "6   B01730JLX0       []  410000         []         0        科教文化服务;学校;高等院校   \n",
       "7           []       []  410000         []         0      科教文化服务;培训机构;培训机构   \n",
       "8   B01730JLX0       []  410000         []         0        科教文化服务;学校;高等院校   \n",
       "9   B01730JLX0       []  410000         []         0        科教文化服务;图书馆;图书馆   \n",
       "10  B01730JLX0       []  410000         []         0  科教文化服务;科教文化场所;科教文化场所   \n",
       "11  B01730JLX0       []  410000         []         0  科教文化服务;科教文化场所;科教文化场所   \n",
       "12  B01730JLX0       []  410000         []         0  科教文化服务;科教文化场所;科教文化场所   \n",
       "13  B01730JLX0       []  410000         []         0  科教文化服务;科教文化场所;科教文化场所   \n",
       "14  B01730JLX0       []  410000         []         0        科教文化服务;学校;高等院校   \n",
       "15          []       []  410000         []         0      科教文化服务;培训机构;培训机构   \n",
       "16  B01730JLX0       []  410000         []         0        科教文化服务;学校;高等院校   \n",
       "17  B01730JLX0       []  410000         []         0        科教文化服务;学校;高等院校   \n",
       "18  B01730JLX0       []  410000         []         0        科教文化服务;学校;高等院校   \n",
       "19  B01730JLX0       []  410000         []         0        科教文化服务;学校;高等院校   \n",
       "\n",
       "                                               photos discount_num  \\\n",
       "0   [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "1   [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "2                                                  []            0   \n",
       "3                                                  []            0   \n",
       "4                                                  []            0   \n",
       "5                                                  []            0   \n",
       "6                                                  []            0   \n",
       "7                                                  []            0   \n",
       "8   [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "9   [{'title': [], 'url': 'http://aos-cdn-image.am...            0   \n",
       "10                                                 []            0   \n",
       "11                                                 []            0   \n",
       "12                                                 []            0   \n",
       "13                                                 []            0   \n",
       "14                                                 []            0   \n",
       "15  [{'title': [], 'url': 'http://store.is.autonav...            0   \n",
       "16                                                 []            0   \n",
       "17                                                 []            0   \n",
       "18                                                 []            0   \n",
       "19                                                 []            0   \n",
       "\n",
       "      gridcode typecode  ...              location shopid  \\\n",
       "0   5113468100   141201  ...  113.765389,34.401713     []   \n",
       "1   5113468111   141201  ...  113.766752,34.402952     []   \n",
       "2   5113468111   141201  ...  113.766756,34.402957     []   \n",
       "3   5113467111   141201  ...  113.768026,34.396525     []   \n",
       "4   5113467110   141200  ...  113.764422,34.395955     []   \n",
       "5   5113467110   140000  ...  113.764376,34.395804     []   \n",
       "6   5113467120   141201  ...  113.763358,34.398675     []   \n",
       "7   5113467111   141400  ...  113.767807,34.395783     []   \n",
       "8   5113468111   141201  ...  113.768204,34.402930     []   \n",
       "9   5113468100   140500  ...  113.764574,34.401567     []   \n",
       "10  5113467120   140000  ...  113.763578,34.397809     []   \n",
       "11  5113467110   140000  ...  113.766054,34.396713     []   \n",
       "12  5113467110   140000  ...  113.764988,34.397158     []   \n",
       "13  5113467120   140000  ...  113.763666,34.397774     []   \n",
       "14  5113467111   141201  ...  113.766935,34.395895     []   \n",
       "15  5113467022   141400  ...  113.761650,34.398122     []   \n",
       "16  5113467022   141201  ...  113.760966,34.398117     []   \n",
       "17  5113467022   141201  ...  113.762040,34.399589     []   \n",
       "18  5113467111   141201  ...  113.767832,34.397036     []   \n",
       "19  5113468111   141201  ...  113.766677,34.402967     []   \n",
       "\n",
       "                  navi_poiid groupbuy_num biz_ext.cost biz_ext.rating  \\\n",
       "0   I49F020047_18178;332;979            0           []             []   \n",
       "1                         []            0           []             []   \n",
       "2                         []            0           []             []   \n",
       "3                         []            0           []             []   \n",
       "4                         []            0           []             []   \n",
       "5                         []            0           []             []   \n",
       "6                         []            0           []             []   \n",
       "7           I49F020047_18783            0           []             []   \n",
       "8                         []            0           []             []   \n",
       "9                         []            0           []             []   \n",
       "10                        []            0           []             []   \n",
       "11                        []            0           []             []   \n",
       "12                        []            0           []             []   \n",
       "13                        []            0           []             []   \n",
       "14                        []            0           []             []   \n",
       "15                        []            0           []             []   \n",
       "16           I49F020047_6113            0           []             []   \n",
       "17                        []            0           []             []   \n",
       "18                        []            0           []             []   \n",
       "19                        []            0           []             []   \n",
       "\n",
       "   indoor_data.cmsid indoor_data.truefloor indoor_data.cpid indoor_data.floor  \n",
       "0                 []                    []               []                []  \n",
       "1                 []                    []               []                []  \n",
       "2                 []                    []               []                []  \n",
       "3                 []                    []               []                []  \n",
       "4                 []                    []               []                []  \n",
       "5                 []                    []               []                []  \n",
       "6                 []                    []               []                []  \n",
       "7                 []                    []               []                []  \n",
       "8                 []                    []               []                []  \n",
       "9                 []                    []               []                []  \n",
       "10                []                    []               []                []  \n",
       "11                []                    []               []                []  \n",
       "12                []                    []               []                []  \n",
       "13                []                    []               []                []  \n",
       "14                []                    []               []                []  \n",
       "15                []                    []               []                []  \n",
       "16                []                    []               []                []  \n",
       "17                []                    []               []                []  \n",
       "18                []                    []               []                []  \n",
       "19                []                    []               []                []  \n",
       "\n",
       "[20 rows x 46 columns]"
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   "source": [
    "df_西亚斯 = pd.json_normalize(西亚斯[\"pois\"])\n",
    "df_西亚斯_郑州西亚斯学院 = pd.json_normalize(西亚斯[\"pois\"][7][\"children\"])\n",
    "display(df_西亚斯,df_西亚斯_郑州西亚斯学院)"
   ]
  }
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